Multi-Fractal Traffic and Anomaly Detection in Computer Communications

Author:   Ming Li
Publisher:   Taylor & Francis Ltd
ISBN:  

9781032408460


Pages:   282
Publication Date:   29 December 2022
Format:   Hardback
Availability:   In Print   Availability explained
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Multi-Fractal Traffic and Anomaly Detection in Computer Communications


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Overview

This book provides a comprehensive theory of mono- and multi-fractal traffic, including the basics of long-range dependent time series and 1/f noise, ergodicity and predictability of traffic, traffic modeling and simulation, stationarity tests of traffic, traffic measurement and the anomaly detection of traffic in communications networks. Proving that mono-fractal LRD time series is ergodic, the book exhibits that LRD traffic is stationary. The author shows that the stationarity of multi-fractal traffic relies on observation time scales, and proposes multi-fractional generalized Cauchy processes and modified multi-fractional Gaussian noise. The book also establishes a set of guidelines for determining the record length of traffic in measurement. Moreover, it presents an approach of traffic simulation, as well as the anomaly detection of traffic under distributed-denial-of service attacks. Scholars and graduates studying network traffic in computer science will find the book beneficial.

Full Product Details

Author:   Ming Li
Publisher:   Taylor & Francis Ltd
Imprint:   CRC Press
Weight:   0.707kg
ISBN:  

9781032408460


ISBN 10:   1032408464
Pages:   282
Publication Date:   29 December 2022
Audience:   College/higher education ,  Professional and scholarly ,  Tertiary & Higher Education ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

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Ming Li, PhD, is a professor at Ocean College, Zhejiang University and the East China Normal University. He has been a contributor for many years to the fields of computer science, mathematics, statistics, and mechanics. He has authored more than 200 articles and 5 monographs on the subjects.

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